Nameexact_genome_1512568488_43_6969_0
Workunit2606155
Created7 Dec 2017, 23:01:27 UTC
Sent7 Dec 2017, 23:08:16 UTC
Report deadline26 Dec 2017, 0:44:57 UTC
Received15 Dec 2017, 13:21:03 UTC
Server stateOver
OutcomeSuccess
Client stateDone
Exit status0 (0x0)
Computer ID69090
Run time8 hours 3 min 33 sec
CPU time6 hours 46 min 16 sec
Validate stateValid
Credit4,516.79
Device peak FLOPS3.79 GFLOPS
Application versionEXACT Batch Norm With Scaled FMP CNN Trainer v0.33
Peak working set size152.86 MB
Peak swap size155.23 MB
Peak disk usage1.57 MB

Stderr output

<core_client_version>7.6.31</core_client_version>
<![CDATA[
<stderr_txt>
2111415863, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6999721527
validation[          , genome  6969] predictions:    9723/  10000 (97.23%), best:    9771/10000 (97.71%), error:       913.69733, best error:       726.59149 on epoch:    15, epoch:   20/100, mu: 0.8143420219, learning_rate: 0.0044810725, weight_decay: 0.0001792429

epoch time: 442.3733215332s, input_fired_time: 2.8153247833, output_fired_time: 1.8908172846, propagate_forward_time: 204.2318725586, propagate_backward_time: 228.6920318604, weight_update_time: 0.2544222474, other_time: 4.7432708740
epoch time: 26.0938777924s, input_fired_time: 0.3003801107, output_fired_time: 0.0000000000, propagate_forward_time: 25.0962181091, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6972789764
validation[          , genome  6969] predictions:    9740/  10000 (97.40%), best:    9771/10000 (97.71%), error:       797.80103, best error:       726.59149 on epoch:    15, epoch:   21/100, mu: 0.8231249452, learning_rate: 0.0042570187, weight_decay: 0.0001702808

epoch time: 363.2637023926s, input_fired_time: 2.7182242870, output_fired_time: 1.8982040882, propagate_forward_time: 129.0380554199, propagate_backward_time: 224.8648071289, weight_update_time: 0.2301174700, other_time: 4.7444152832
epoch time: 26.5019550323s, input_fired_time: 0.3137730956, output_fired_time: 0.0000000000, propagate_forward_time: 25.5476913452, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6404914856
validation[          , genome  6969] predictions:    9711/  10000 (97.11%), best:    9771/10000 (97.71%), error:       947.52625, best error:       726.59149 on epoch:    15, epoch:   22/100, mu: 0.8314687014, learning_rate: 0.0040441677, weight_decay: 0.0001617667

epoch time: 413.6203918457s, input_fired_time: 3.6691939831, output_fired_time: 1.9395037889, propagate_forward_time: 164.8345336914, propagate_backward_time: 229.6110992432, weight_update_time: 0.2693676054, other_time: 13.5660552979
epoch time: 25.3985080719s, input_fired_time: 0.2663032413, output_fired_time: 0.0000000000, propagate_forward_time: 24.4104232788, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7217807770
validation[          , genome  6969] predictions:    9774/  10000 (97.74%), best:    9771/10000 (97.71%), error:       762.01099, best error:       726.59149 on epoch:    15, epoch:   23/100, mu: 0.8393952847, learning_rate: 0.0038419592, weight_decay: 0.0001536784

epoch time: 1336.2797851562s, input_fired_time: 2.7781836987, output_fired_time: 1.8848245144, propagate_forward_time: 718.5084838867, propagate_backward_time: 547.3541870117, weight_update_time: 0.2500481904, other_time: 65.7541503906
epoch time: 61.1889801025s, input_fired_time: 0.2767456770, output_fired_time: 0.0000000000, propagate_forward_time: 60.1835899353, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7286453247
validation[          , genome  6969] predictions:    9750/  10000 (97.50%), best:    9771/10000 (97.71%), error:       844.26965, best error:       726.59149 on epoch:    15, epoch:   24/100, mu: 0.8469254971, learning_rate: 0.0036498611, weight_decay: 0.0001459945

epoch time: 401.2090454102s, input_fired_time: 3.6583034992, output_fired_time: 1.7771142721, propagate_forward_time: 176.7229003906, propagate_backward_time: 213.3853607178, weight_update_time: 0.2448893785, other_time: 5.6653900146
epoch time: 35.9841880798s, input_fired_time: 0.2728127241, output_fired_time: 0.0000000000, propagate_forward_time: 35.0831184387, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6282577515
validation[          , genome  6969] predictions:    9809/  10000 (98.09%), best:    9809/10000 (98.09%), error:       643.77734, best error:       643.77734 on epoch:    25, epoch:   25/100, mu: 0.8540792465, learning_rate: 0.0034673680, weight_decay: 0.0001386948

epoch time: 608.8508300781s, input_fired_time: 2.6887350082, output_fired_time: 1.9312357903, propagate_forward_time: 234.4819641113, propagate_backward_time: 365.9542236328, weight_update_time: 0.2310522497, other_time: 3.7947082520
epoch time: 35.0942878723s, input_fired_time: 0.2445691526, output_fired_time: 0.0000000000, propagate_forward_time: 34.1807289124, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6689910889
validation[          , genome  6969] predictions:    9714/  10000 (97.14%), best:    9809/10000 (98.09%), error:       958.77686, best error:       643.77734 on epoch:    25, epoch:   26/100, mu: 0.8608753085, learning_rate: 0.0032939995, weight_decay: 0.0001317600

epoch time: 535.6512451172s, input_fired_time: 3.6739616394, output_fired_time: 1.8809932470, propagate_forward_time: 239.6182708740, propagate_backward_time: 286.8678588867, weight_update_time: 0.2153445333, other_time: 3.6101684570
epoch time: 91.8324661255s, input_fired_time: 0.3019348681, output_fired_time: 0.0000000000, propagate_forward_time: 90.7779388428, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7525939941
validation[          , genome  6969] predictions:    9776/  10000 (97.76%), best:    9809/10000 (98.09%), error:       736.77881, best error:       643.77734 on epoch:    25, epoch:   27/100, mu: 0.8673315644, learning_rate: 0.0031292995, weight_decay: 0.0001251720

epoch time: 1708.7236328125s, input_fired_time: 2.5934278965, output_fired_time: 1.9417029619, propagate_forward_time: 560.8948364258, propagate_backward_time: 1139.4193115234, weight_update_time: 0.2483715117, other_time: 3.8743896484
epoch time: 38.4746971130s, input_fired_time: 0.2890577018, output_fired_time: 0.0000000000, propagate_forward_time: 37.5138435364, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6717948914
validation[          , genome  6969] predictions:    9769/  10000 (97.69%), best:    9809/10000 (98.09%), error:       758.12915, best error:       643.77734 on epoch:    25, epoch:   28/100, mu: 0.8734650016, learning_rate: 0.0029728345, weight_decay: 0.0001189134

epoch time: 725.1210327148s, input_fired_time: 2.6853055954, output_fired_time: 1.8177536726, propagate_forward_time: 277.4100646973, propagate_backward_time: 439.6115722656, weight_update_time: 0.2175392807, other_time: 3.5963439941
epoch time: 24.7519702911s, input_fired_time: 0.2288671583, output_fired_time: 0.0000000000, propagate_forward_time: 23.9460201263, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5770835876
validation[          , genome  6969] predictions:    9738/  10000 (97.38%), best:    9809/10000 (98.09%), error:       888.84650, best error:       643.77734 on epoch:    25, epoch:   29/100, mu: 0.8792917728, learning_rate: 0.0028241926, weight_decay: 0.0001129677

epoch time: 466.8122863770s, input_fired_time: 23.4982089996, output_fired_time: 1.6763738394, propagate_forward_time: 203.7067565918, propagate_backward_time: 233.5636291504, weight_update_time: 1.1916865110, other_time: 4.3673400879
epoch time: 24.5787143707s, input_fired_time: 0.2244752496, output_fired_time: 0.0000000000, propagate_forward_time: 23.7183723450, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6358661652
validation[          , genome  6969] predictions:    9789/  10000 (97.89%), best:    9809/10000 (98.09%), error:       691.66064, best error:       643.77734 on epoch:    25, epoch:   30/100, mu: 0.8848271966, learning_rate: 0.0026829829, weight_decay: 0.0001073193

epoch time: 749.7344360352s, input_fired_time: 2.5869979858, output_fired_time: 2.6921854019, propagate_forward_time: 186.0358886719, propagate_backward_time: 555.0129394531, weight_update_time: 0.2120686918, other_time: 3.4064331055
epoch time: 110.3011474609s, input_fired_time: 0.3038064241, output_fired_time: 0.0000000000, propagate_forward_time: 109.3066864014, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6906509399
validation[          , genome  6969] predictions:    9797/  10000 (97.97%), best:    9809/10000 (98.09%), error:       667.08673, best error:       643.77734 on epoch:    25, epoch:   31/100, mu: 0.8900858164, learning_rate: 0.0025488338, weight_decay: 0.0001019534

epoch time: 1914.6890869141s, input_fired_time: 2.6038224697, output_fired_time: 1.7508562803, propagate_forward_time: 1167.5305175781, propagate_backward_time: 739.2914428711, weight_update_time: 0.2369153202, other_time: 3.5123901367
epoch time: 48.6717681885s, input_fired_time: 0.2491223514, output_fired_time: 0.0000000000, propagate_forward_time: 47.7388534546, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6837921143
validation[          , genome  6969] predictions:    9776/  10000 (97.76%), best:    9809/10000 (98.09%), error:       699.06879, best error:       643.77734 on epoch:    25, epoch:   32/100, mu: 0.8950815201, learning_rate: 0.0024213921, weight_decay: 0.0000968557

epoch time: 1898.9468994141s, input_fired_time: 13.6072320938, output_fired_time: 1.8212202787, propagate_forward_time: 939.3962402344, propagate_backward_time: 920.6719970703, weight_update_time: 0.2264899313, other_time: 23.4503173828
epoch time: 117.4370651245s, input_fired_time: 0.2729991078, output_fired_time: 0.0000000000, propagate_forward_time: 116.5422286987, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6218338013
validation[          , genome  6969] predictions:    9771/  10000 (97.71%), best:    9809/10000 (98.09%), error:       771.81897, best error:       643.77734 on epoch:    25, epoch:   33/100, mu: 0.8998274207, learning_rate: 0.0023003225, weight_decay: 0.0000920129

epoch time: 2355.3894042969s, input_fired_time: 183.6383514404, output_fired_time: 1.8687620163, propagate_forward_time: 1010.7221069336, propagate_backward_time: 1155.5976562500, weight_update_time: 0.2112851441, other_time: 3.5625000000
epoch time: 330.0303649902s, input_fired_time: 0.2716390491, output_fired_time: 0.0000000000, propagate_forward_time: 329.1082458496, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6504821777
validation[          , genome  6969] predictions:    9775/  10000 (97.75%), best:    9809/10000 (98.09%), error:       714.47534, best error:       643.77734 on epoch:    25, epoch:   34/100, mu: 0.9043360353, learning_rate: 0.0021853063, weight_decay: 0.0000874123

epoch time: 786.2345581055s, input_fired_time: 2.6160748005, output_fired_time: 1.8754714727, propagate_forward_time: 127.8983001709, propagate_backward_time: 649.3460693359, weight_update_time: 0.2227655947, other_time: 4.4985961914
epoch time: 41.9927711487s, input_fired_time: 0.2415253520, output_fired_time: 0.0000000000, propagate_forward_time: 41.2038230896, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5474243164
validation[          , genome  6969] predictions:    9735/  10000 (97.35%), best:    9809/10000 (98.09%), error:       837.15717, best error:       643.77734 on epoch:    25, epoch:   35/100, mu: 0.9086192250, learning_rate: 0.0020760410, weight_decay: 0.0000830417

epoch time: 1042.4117431641s, input_fired_time: 2.5069677830, output_fired_time: 1.7805109024, propagate_forward_time: 828.0045776367, propagate_backward_time: 206.7695770264, weight_update_time: 0.2018609196, other_time: 3.3501129150
epoch time: 25.5436782837s, input_fired_time: 0.2291794121, output_fired_time: 0.0000000000, propagate_forward_time: 24.6530590057, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6614398956
validation[          , genome  6969] predictions:    9795/  10000 (97.95%), best:    9809/10000 (98.09%), error:       666.57135, best error:       643.77734 on epoch:    25, epoch:   36/100, mu: 0.9126882553, learning_rate: 0.0019722388, weight_decay: 0.0000788896

arguments:
	'../../projects/csgrid.org_csg/exact_client_0.33_x86_64-pc-linux-gnu'
	'--training_file'
	'training_samples.bin'
	'--validation_file'
	'validation_samples.bin'
	'--testing_file'
	'testing_samples.bin'
	'--genome_file'
	'input_genome.txt'
	'--output_file'
	'output_genome.txt'
	'--checkpoint_file'
	'checkpoint.txt'
converting arguments to vector
boincified training filename: '../../projects/csgrid.org_csg/mnist_training_50k.bin'
boincified validation filename: '../../projects/csgrid.org_csg/mnist_validation_10k.bin'
boincified testing filename: '../../projects/csgrid.org_csg/mnist_testing_new.bin'
boincified genome filename: '../../projects/csgrid.org_csg/exact_genome_1512568488_43_6969.txt'
boincified output filename: '../../projects/csgrid.org_csg/exact_genome_1512568488_43_6969_0_r1131546772_0'
boincified checkpoint filename: 'checkpoint.txt'
loading genome
starting from checkpoint file: 'checkpoint.txt'
read CNN_Genome file with version string: 'v0.33'
read exact_id: -1
read genome_id: -1
read initial_mu: 0.5
read mu: 0.916554
read mu_delta: 0.95
read initial_learning_rate: 0.0125
read learning_rate: 0.00187363
read learning_rate_delta: 0.95
read initial_weight_decay: 0.0005
read weight_decay: 7.49451e-05
read weight_decay_delta: 0.95
read batch_size: 50
read epsilon: 1e-07
read alpha: 0.1
read input_dropout_probability: 0
read hidden_dropout_probability: 0
read velocity_reset: 1000
read epoch: 37
read max_epochs: 100
read reset_weights: 0
read padding: 2
read best_epoch: 25
read number_validation_images: 10000
read best_validation_predictions: 9809
read best_validation_error: 643.777
read number_training_images: 50000
read training_predictions: 0
read training_error: 1e+07
read number_test_images: 10000
read test_predictions: 0
read test_error: 1e+07
read generation_id: 6969
read normal distribution: '0 -1.10962307453156 1.03640282154083'
generator_str: '1325166906'
read generator: 1325166906
read generated_by_map:
1 crossover 1
reading 35 nodes.
reading 93 edges.
number input nodes: 1
number softmax nodes: 10
order_size: 50000
parsed input file
loaded genome
loading images
number_classes: 10
channels: 1
width: 28
height: 28
reading image set with 4923 images.
reading image set with 5742 images.
reading image set with 4958 images.
reading image set with 5131 images.
reading image set with 4842 images.
reading image set with 4421 images.
reading image set with 4918 images.
reading image set with 5265 images.
reading image set with 4851 images.
reading image set with 4949 images.
image_size: 1x28x28 = 784
read 50000 images.
    class    0: 4923
    class    1: 5742
    class    2: 4958
    class    3: 5131
    class    4: 4842
    class    5: 4421
    class    6: 4918
    class    7: 5265
    class    8: 4851
    class    9: 4949
calculating averages and standard deviations for images
average pixel value for channel 0: 0.130530551075935
pixel variance for channel 0: 0.0948646068572998
pixel standard deviation for channel 0: 0.308000981807709
number_classes: 10
channels: 1
width: 28
height: 28
reading image set with 1000 images.
reading image set with 1000 images.
reading image set with 1000 images.
reading image set with 1000 images.
reading image set with 1000 images.
reading image set with 1000 images.
reading image set with 1000 images.
reading image set with 1000 images.
reading image set with 1000 images.
reading image set with 1000 images.
image_size: 1x28x28 = 784
read 10000 images.
    class    0: 1000
    class    1: 1000
    class    2: 1000
    class    3: 1000
    class    4: 1000
    class    5: 1000
    class    6: 1000
    class    7: 1000
    class    8: 1000
    class    9: 1000
number_classes: 10
channels: 1
width: 28
height: 28
reading image set with 980 images.
reading image set with 1135 images.
reading image set with 1032 images.
reading image set with 1010 images.
reading image set with 982 images.
reading image set with 892 images.
reading image set with 958 images.
reading image set with 1028 images.
reading image set with 974 images.
reading image set with 1009 images.
image_size: 1x28x28 = 784
read 10000 images.
    class    0: 980
    class    1: 1135
    class    2: 1032
    class    3: 1010
    class    4: 982
    class    5: 892
    class    6: 958
    class    7: 1028
    class    8: 974
    class    9: 1009
loaded images
starting backpropagation!
epoch time: 776.913818359375s, input_fired_time: 2.79283237457275, output_fired_time: 11.8795547485352, propagate_forward_time: 337.474273681641, propagate_backward_time: 420.94677734375, weight_update_time: 0.236495047807693, other_time: 3.82034301757812
epoch time: 22.3747692108154s, input_fired_time: 0.266839802265167, output_fired_time: 0, propagate_forward_time: 21.5072536468506, propagate_backward_time: 0, weight_update_time: 0, other_time: 0.600675582885742
validation[          , genome  6969] predictions:    9703/  10000 (97.03%), best:    9809/10000 (98.09%), error:       905.41956, best error:       643.77734 on epoch:    25, epoch:   37/100, mu: 0.9165538549, learning_rate: 0.0018736268, weight_decay: 0.0000749451

epoch time: 391.0606689453s, input_fired_time: 2.6589958668, output_fired_time: 1.8297294378, propagate_forward_time: 133.8886108398, propagate_backward_time: 249.0128021240, weight_update_time: 0.2194662690, other_time: 3.6705169678
epoch time: 24.8694057465s, input_fired_time: 0.2647301257, output_fired_time: 0.0000000000, propagate_forward_time: 23.9079399109, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6967353821
validation[          , genome  6969] predictions:    9772/  10000 (97.72%), best:    9809/10000 (98.09%), error:       701.92462, best error:       643.77734 on epoch:    25, epoch:   38/100, mu: 0.9202261567, learning_rate: 0.0017799455, weight_decay: 0.0000711978

epoch time: 312.5995178223s, input_fired_time: 2.6526994705, output_fired_time: 1.7316029072, propagate_forward_time: 133.0384979248, propagate_backward_time: 171.7802276611, weight_update_time: 0.2328083217, other_time: 3.3964843750
epoch time: 21.9106159210s, input_fired_time: 0.2718659937, output_fired_time: 0.0000000000, propagate_forward_time: 21.0669898987, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5717601776
validation[          , genome  6969] predictions:    9727/  10000 (97.27%), best:    9809/10000 (98.09%), error:       800.86493, best error:       643.77734 on epoch:    25, epoch:   39/100, mu: 0.9237148762, learning_rate: 0.0016909481, weight_decay: 0.0000676379

epoch time: 312.5842590332s, input_fired_time: 2.6131188869, output_fired_time: 1.8308588266, propagate_forward_time: 126.7130584717, propagate_backward_time: 178.0179290771, weight_update_time: 0.2088307887, other_time: 3.4092712402
epoch time: 21.3435802460s, input_fired_time: 0.2348445058, output_fired_time: 0.0000000000, propagate_forward_time: 20.5637187958, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5450172424
validation[          , genome  6969] predictions:    9790/  10000 (97.90%), best:    9809/10000 (98.09%), error:       691.34723, best error:       643.77734 on epoch:    25, epoch:   40/100, mu: 0.9270291328, learning_rate: 0.0016064007, weight_decay: 0.0000642560

epoch time: 357.7003173828s, input_fired_time: 2.6314110756, output_fired_time: 1.8299763203, propagate_forward_time: 118.3852691650, propagate_backward_time: 231.3445281982, weight_update_time: 0.2059842050, other_time: 3.5091247559
epoch time: 37.5544509888s, input_fired_time: 0.3271286190, output_fired_time: 0.0000000000, propagate_forward_time: 36.5246963501, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7026252747
validation[          , genome  6969] predictions:    9720/  10000 (97.20%), best:    9809/10000 (98.09%), error:       860.94653, best error:       643.77734 on epoch:    25, epoch:   41/100, mu: 0.9301776886, learning_rate: 0.0015260807, weight_decay: 0.0000610432

epoch time: 335.5063171387s, input_fired_time: 2.7034001350, output_fired_time: 1.8552479744, propagate_forward_time: 146.6076965332, propagate_backward_time: 180.8119201660, weight_update_time: 0.2350621969, other_time: 3.5280456543
epoch time: 36.8705444336s, input_fired_time: 0.3175308704, output_fired_time: 0.0000000000, propagate_forward_time: 35.8670196533, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6859931946
validation[          , genome  6969] predictions:    9769/  10000 (97.69%), best:    9809/10000 (98.09%), error:       707.86566, best error:       643.77734 on epoch:    25, epoch:   42/100, mu: 0.9331688285, learning_rate: 0.0014497766, weight_decay: 0.0000579911

epoch time: 380.7554321289s, input_fired_time: 2.6366829872, output_fired_time: 1.7227849960, propagate_forward_time: 131.2896118164, propagate_backward_time: 241.7265930176, weight_update_time: 0.2158459127, other_time: 3.3797607422
epoch time: 32.5714836121s, input_fired_time: 0.2744475603, output_fired_time: 0.0000000000, propagate_forward_time: 31.6920471191, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6049880981
validation[          , genome  6969] predictions:    9807/  10000 (98.07%), best:    9807/10000 (98.07%), error:       633.04370, best error:       633.04370 on epoch:    43, epoch:   43/100, mu: 0.9360103607, learning_rate: 0.0013772878, weight_decay: 0.0000550915

epoch time: 373.5738525391s, input_fired_time: 12.6309375763, output_fired_time: 1.7790830135, propagate_forward_time: 134.5138549805, propagate_backward_time: 220.9653930664, weight_update_time: 0.2597753108, other_time: 3.6845703125
epoch time: 34.1899604797s, input_fired_time: 0.2839668691, output_fired_time: 0.0000000000, propagate_forward_time: 33.2418098450, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6641845703
validation[          , genome  6969] predictions:    9771/  10000 (97.71%), best:    9807/10000 (98.07%), error:       736.53821, best error:       633.04370 on epoch:    43, epoch:   44/100, mu: 0.9387098551, learning_rate: 0.0013084234, weight_decay: 0.0000523369

epoch time: 381.9834594727s, input_fired_time: 2.6330850124, output_fired_time: 1.7526941299, propagate_forward_time: 156.4685821533, propagate_backward_time: 217.6563873291, weight_update_time: 0.2002827972, other_time: 3.4727172852
epoch time: 28.0319881439s, input_fired_time: 0.2829391360, output_fired_time: 0.0000000000, propagate_forward_time: 27.0058479309, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7432003021
validation[          , genome  6969] predictions:    9811/  10000 (98.11%), best:    9811/10000 (98.11%), error:       631.24866, best error:       631.24866 on epoch:    45, epoch:   45/100, mu: 0.9412743449, learning_rate: 0.0012430021, weight_decay: 0.0000497201

epoch time: 329.3818969727s, input_fired_time: 2.6510767937, output_fired_time: 1.7303030491, propagate_forward_time: 145.7527313232, propagate_backward_time: 175.8813934326, weight_update_time: 0.2242156267, other_time: 3.3663940430
epoch time: 36.0383262634s, input_fired_time: 0.2729105651, output_fired_time: 0.0000000000, propagate_forward_time: 35.1068115234, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6586036682
validation[          , genome  6969] predictions:    9790/  10000 (97.90%), best:    9811/10000 (98.11%), error:       706.16455, best error:       631.24866 on epoch:    45, epoch:   46/100, mu: 0.9437106252, learning_rate: 0.0011808521, weight_decay: 0.0000472341

epoch time: 357.8261413574s, input_fired_time: 2.6561236382, output_fired_time: 1.8027718067, propagate_forward_time: 133.7823944092, propagate_backward_time: 216.2167968750, weight_update_time: 0.2206115276, other_time: 3.3680572510
epoch time: 31.4674701691s, input_fired_time: 0.2376199663, output_fired_time: 0.0000000000, propagate_forward_time: 30.6773204803, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5525302887
validation[          , genome  6969] predictions:    9749/  10000 (97.49%), best:    9811/10000 (98.11%), error:       824.27313, best error:       631.24866 on epoch:    45, epoch:   47/100, mu: 0.9460250735, learning_rate: 0.0011218095, weight_decay: 0.0000448724

epoch time: 377.7729797363s, input_fired_time: 2.7092974186, output_fired_time: 1.9521067142, propagate_forward_time: 158.4725189209, propagate_backward_time: 210.9841308594, weight_update_time: 0.2228133082, other_time: 3.6549224854
epoch time: 33.4160728455s, input_fired_time: 0.2327006012, output_fired_time: 0.0000000000, propagate_forward_time: 21.6150989532, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 11.5682735443
validation[          , genome  6969] predictions:    9788/  10000 (97.88%), best:    9811/10000 (98.11%), error:       668.31628, best error:       631.24866 on epoch:    45, epoch:   48/100, mu: 0.9482238293, learning_rate: 0.0010657189, weight_decay: 0.0000426288

epoch time: 351.7228393555s, input_fired_time: 2.5905179977, output_fired_time: 1.7491137981, propagate_forward_time: 145.9366149902, propagate_backward_time: 197.9314880371, weight_update_time: 0.2382191569, other_time: 3.5151062012
epoch time: 32.6854019165s, input_fired_time: 0.2475164384, output_fired_time: 0.0000000000, propagate_forward_time: 31.8451194763, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5927658081
validation[          , genome  6969] predictions:    9775/  10000 (97.75%), best:    9811/10000 (98.11%), error:       729.97510, best error:       631.24866 on epoch:    45, epoch:   49/100, mu: 0.9503126144, learning_rate: 0.0010124330, weight_decay: 0.0000404973

epoch time: 346.4042663574s, input_fired_time: 2.5923113823, output_fired_time: 1.7388677597, propagate_forward_time: 123.9921646118, propagate_backward_time: 214.5024108887, weight_update_time: 0.2173892409, other_time: 3.5785217285
epoch time: 21.9920558929s, input_fired_time: 0.2840620875, output_fired_time: 0.0000000000, propagate_forward_time: 21.1538276672, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5541667938
validation[          , genome  6969] predictions:    9755/  10000 (97.55%), best:    9811/10000 (98.11%), error:       762.79968, best error:       631.24866 on epoch:    45, epoch:   50/100, mu: 0.9522969723, learning_rate: 0.0009618113, weight_decay: 0.0000384725

epoch time: 373.3097534180s, input_fired_time: 2.6301157475, output_fired_time: 1.8171876669, propagate_forward_time: 145.9496154785, propagate_backward_time: 219.3769378662, weight_update_time: 0.2465055436, other_time: 3.5358734131
epoch time: 35.4727210999s, input_fired_time: 0.2984543741, output_fired_time: 0.0000000000, propagate_forward_time: 34.5161972046, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6580696106
validation[          , genome  6969] predictions:    9787/  10000 (97.87%), best:    9811/10000 (98.11%), error:       724.74475, best error:       631.24866 on epoch:    45, epoch:   51/100, mu: 0.9541821480, learning_rate: 0.0009137207, weight_decay: 0.0000365488

epoch time: 371.8126831055s, input_fired_time: 2.6074438095, output_fired_time: 1.9855263233, propagate_forward_time: 150.2035369873, propagate_backward_time: 213.4210968018, weight_update_time: 0.1973888725, other_time: 3.5950622559
epoch time: 37.3397445679s, input_fired_time: 0.3022492230, output_fired_time: 0.0000000000, propagate_forward_time: 25.3481712341, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 11.6893234253
validation[          , genome  6969] predictions:    9734/  10000 (97.34%), best:    9811/10000 (98.11%), error:       876.33752, best error:       631.24866 on epoch:    45, epoch:   52/100, mu: 0.9559730291, learning_rate: 0.0008680347, weight_decay: 0.0000347214

epoch time: 354.1934204102s, input_fired_time: 2.5393640995, output_fired_time: 1.7724955082, propagate_forward_time: 141.9777526855, propagate_backward_time: 204.4837799072, weight_update_time: 0.2335717380, other_time: 3.4200286865
epoch time: 36.1536750793s, input_fired_time: 0.3042293191, output_fired_time: 0.0000000000, propagate_forward_time: 35.1445426941, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.7049026489
validation[          , genome  6969] predictions:    9797/  10000 (97.97%), best:    9811/10000 (98.11%), error:       673.19318, best error:       631.24866 on epoch:    45, epoch:   53/100, mu: 0.9576743841, learning_rate: 0.0008246329, weight_decay: 0.0000329853

epoch time: 403.9109802246s, input_fired_time: 2.7168357372, output_fired_time: 1.7857655287, propagate_forward_time: 134.9312896729, propagate_backward_time: 250.9502868652, weight_update_time: 0.2177863866, other_time: 13.5268249512
epoch time: 23.9889125824s, input_fired_time: 0.2671760619, output_fired_time: 0.0000000000, propagate_forward_time: 23.1100654602, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6116714478
validation[          , genome  6969] predictions:    9793/  10000 (97.93%), best:    9811/10000 (98.11%), error:       669.92224, best error:       631.24866 on epoch:    45, epoch:   54/100, mu: 0.9592906833, learning_rate: 0.0007834013, weight_decay: 0.0000313361

epoch time: 387.4725952148s, input_fired_time: 2.7014694214, output_fired_time: 1.9709616899, propagate_forward_time: 172.9002075195, propagate_backward_time: 206.1770172119, weight_update_time: 0.2138490975, other_time: 3.7229461670
epoch time: 34.7630577087s, input_fired_time: 0.2916660905, output_fired_time: 0.0000000000, propagate_forward_time: 33.7988891602, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6725006104
validation[          , genome  6969] predictions:    9785/  10000 (97.85%), best:    9811/10000 (98.11%), error:       668.61133, best error:       631.24866 on epoch:    45, epoch:   55/100, mu: 0.9608261585, learning_rate: 0.0007442312, weight_decay: 0.0000297693

epoch time: 378.0952758789s, input_fired_time: 2.6829047203, output_fired_time: 1.7722115517, propagate_forward_time: 153.9711303711, propagate_backward_time: 215.9918823242, weight_update_time: 0.2346278876, other_time: 3.6771545410
epoch time: 32.9794960022s, input_fired_time: 0.2848202586, output_fired_time: 0.0000000000, propagate_forward_time: 32.1352195740, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5594558716
validation[          , genome  6969] predictions:    9789/  10000 (97.89%), best:    9811/10000 (98.11%), error:       654.02515, best error:       631.24866 on epoch:    45, epoch:   56/100, mu: 0.9622848630, learning_rate: 0.0007070196, weight_decay: 0.0000282808

epoch time: 344.8721313477s, input_fired_time: 2.5770342350, output_fired_time: 1.7417352200, propagate_forward_time: 124.2924118042, propagate_backward_time: 212.7751770020, weight_update_time: 0.2406653613, other_time: 3.4857788086
epoch time: 34.5984268188s, input_fired_time: 0.2809347212, output_fired_time: 0.0000000000, propagate_forward_time: 33.7050209045, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6124725342
validation[          , genome  6969] predictions:    9804/  10000 (98.04%), best:    9804/10000 (98.04%), error:       629.38660, best error:       629.38660 on epoch:    57, epoch:   57/100, mu: 0.9636706114, learning_rate: 0.0006716687, weight_decay: 0.0000268668

epoch time: 318.2742614746s, input_fired_time: 2.5511105061, output_fired_time: 1.6872985363, propagate_forward_time: 131.4948730469, propagate_backward_time: 179.1939239502, weight_update_time: 0.2253018320, other_time: 3.3470611572
epoch time: 20.5941677094s, input_fired_time: 0.2274326980, output_fired_time: 0.0000000000, propagate_forward_time: 19.8152313232, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5515041351
validation[          , genome  6969] predictions:    9777/  10000 (97.77%), best:    9804/10000 (98.04%), error:       753.60699, best error:       629.38660 on epoch:    57, epoch:   58/100, mu: 0.9649870992, learning_rate: 0.0006380852, weight_decay: 0.0000255234

epoch time: 267.3565979004s, input_fired_time: 2.3679244518, output_fired_time: 1.6157436371, propagate_forward_time: 103.6867828369, propagate_backward_time: 156.5245361328, weight_update_time: 0.1931824535, other_time: 3.1616058350
epoch time: 24.2334156036s, input_fired_time: 0.2977373004, output_fired_time: 0.0000000000, propagate_forward_time: 23.2716293335, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6640491486
validation[          , genome  6969] predictions:    9812/  10000 (98.12%), best:    9812/10000 (98.12%), error:       626.16541, best error:       626.16541 on epoch:    59, epoch:   59/100, mu: 0.9662377238, learning_rate: 0.0006061810, weight_decay: 0.0000242472

epoch time: 271.1645202637s, input_fired_time: 2.3597931862, output_fired_time: 1.6173089743, propagate_forward_time: 104.2360153198, propagate_backward_time: 159.8041534424, weight_update_time: 0.1822045296, other_time: 3.1472320557
epoch time: 21.4793968201s, input_fired_time: 0.2537918687, output_fired_time: 0.0000000000, propagate_forward_time: 20.6287956238, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5968093872
validation[          , genome  6969] predictions:    9769/  10000 (97.69%), best:    9812/10000 (98.12%), error:       770.67151, best error:       626.16541 on epoch:    59, epoch:   60/100, mu: 0.9674258232, learning_rate: 0.0005758719, weight_decay: 0.0000230349

epoch time: 266.6427307129s, input_fired_time: 2.3400986195, output_fired_time: 1.5837860107, propagate_forward_time: 102.9499511719, propagate_backward_time: 156.6872558594, weight_update_time: 0.1929832548, other_time: 3.0816650391
epoch time: 20.6016407013s, input_fired_time: 0.2441523373, output_fired_time: 0.0000000000, propagate_forward_time: 19.8137893677, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5436992645
validation[          , genome  6969] predictions:    9814/  10000 (98.14%), best:    9814/10000 (98.14%), error:       605.50336, best error:       605.50336 on epoch:    61, epoch:   61/100, mu: 0.9685545564, learning_rate: 0.0005470783, weight_decay: 0.0000218831

epoch time: 268.3695068359s, input_fired_time: 2.4018733501, output_fired_time: 1.6067903042, propagate_forward_time: 103.4746856689, propagate_backward_time: 157.7782897949, weight_update_time: 0.1823381186, other_time: 3.1078643799
epoch time: 19.4182052612s, input_fired_time: 0.2060162425, output_fired_time: 0.0000000000, propagate_forward_time: 18.7119312286, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5002574921
validation[          , genome  6969] predictions:    9782/  10000 (97.82%), best:    9814/10000 (98.14%), error:       675.69348, best error:       605.50336 on epoch:    61, epoch:   62/100, mu: 0.9696268439, learning_rate: 0.0005197244, weight_decay: 0.0000207890

epoch time: 268.8660888672s, input_fired_time: 2.4184038639, output_fired_time: 1.6100821495, propagate_forward_time: 103.0219421387, propagate_backward_time: 158.5933685303, weight_update_time: 0.1843000948, other_time: 3.2223052979
epoch time: 20.4268131256s, input_fired_time: 0.2253943384, output_fired_time: 0.0000000000, propagate_forward_time: 19.6468067169, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5546112061
validation[          , genome  6969] predictions:    9793/  10000 (97.93%), best:    9814/10000 (98.14%), error:       734.84021, best error:       605.50336 on epoch:    61, epoch:   63/100, mu: 0.9706454873, learning_rate: 0.0004937382, weight_decay: 0.0000197495

epoch time: 271.4624023438s, input_fired_time: 2.3512213230, output_fired_time: 1.5966898203, propagate_forward_time: 103.7871704102, propagate_backward_time: 160.5791473389, weight_update_time: 0.2123968303, other_time: 3.1481781006
epoch time: 19.6972332001s, input_fired_time: 0.2219134122, output_fired_time: 0.0000000000, propagate_forward_time: 18.9504890442, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5248298645
validation[          , genome  6969] predictions:    9778/  10000 (97.78%), best:    9814/10000 (98.14%), error:       704.40887, best error:       605.50336 on epoch:    61, epoch:   64/100, mu: 0.9716132283, learning_rate: 0.0004690512, weight_decay: 0.0000187621

epoch time: 266.0292358398s, input_fired_time: 2.3650922775, output_fired_time: 1.6141676903, propagate_forward_time: 101.9244613647, propagate_backward_time: 157.0152130127, weight_update_time: 0.2110940218, other_time: 3.1103057861
epoch time: 21.5618267059s, input_fired_time: 0.2387996912, output_fired_time: 0.0000000000, propagate_forward_time: 20.7614479065, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5615787506
validation[          , genome  6969] predictions:    9796/  10000 (97.96%), best:    9814/10000 (98.14%), error:       694.27899, best error:       605.50336 on epoch:    61, epoch:   65/100, mu: 0.9725325704, learning_rate: 0.0004455987, weight_decay: 0.0000178240

epoch time: 257.2279357910s, input_fired_time: 2.3158464432, output_fired_time: 1.5349917412, propagate_forward_time: 98.1699142456, propagate_backward_time: 152.2294311523, weight_update_time: 0.1932101995, other_time: 2.9777526855
epoch time: 22.7266826630s, input_fired_time: 0.2444275916, output_fired_time: 0.0000000000, propagate_forward_time: 21.8874320984, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5948238373
validation[          , genome  6969] predictions:    9805/  10000 (98.05%), best:    9814/10000 (98.14%), error:       631.23273, best error:       605.50336 on epoch:    61, epoch:   66/100, mu: 0.9734059572, learning_rate: 0.0004233187, weight_decay: 0.0000169328

epoch time: 263.5612182617s, input_fired_time: 2.3319897652, output_fired_time: 1.5640274286, propagate_forward_time: 101.3355255127, propagate_backward_time: 155.2658386230, weight_update_time: 0.2011075467, other_time: 3.0638275146
epoch time: 22.1427192688s, input_fired_time: 0.2461319715, output_fired_time: 0.0000000000, propagate_forward_time: 21.3289756775, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5676116943
validation[          , genome  6969] predictions:    9810/  10000 (98.10%), best:    9814/10000 (98.14%), error:       617.49866, best error:       605.50336 on epoch:    61, epoch:   67/100, mu: 0.9742356539, learning_rate: 0.0004021528, weight_decay: 0.0000160861

epoch time: 261.8357238770s, input_fired_time: 2.3170094490, output_fired_time: 1.5158245564, propagate_forward_time: 100.2224273682, propagate_backward_time: 154.7159881592, weight_update_time: 0.1894591302, other_time: 3.0644531250
epoch time: 21.6773796082s, input_fired_time: 0.2431713343, output_fired_time: 0.0000000000, propagate_forward_time: 20.8868961334, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5473117828
validation[          , genome  6969] predictions:    9796/  10000 (97.96%), best:    9814/10000 (98.14%), error:       649.97662, best error:       605.50336 on epoch:    61, epoch:   68/100, mu: 0.9750238657, learning_rate: 0.0003820452, weight_decay: 0.0000152818

epoch time: 264.2538757324s, input_fired_time: 2.3538000584, output_fired_time: 1.5494662523, propagate_forward_time: 101.3348007202, propagate_backward_time: 155.9451904297, weight_update_time: 0.1900702268, other_time: 3.0706176758
epoch time: 21.7842082977s, input_fired_time: 0.2526456416, output_fired_time: 0.0000000000, propagate_forward_time: 20.9639644623, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5675983429
validation[          , genome  6969] predictions:    9806/  10000 (98.06%), best:    9806/10000 (98.06%), error:       601.32147, best error:       601.32147 on epoch:    69, epoch:   69/100, mu: 0.9757726789, learning_rate: 0.0003629429, weight_decay: 0.0000145177

epoch time: 266.6838684082s, input_fired_time: 2.3875846863, output_fired_time: 1.6211868525, propagate_forward_time: 102.2281570435, propagate_backward_time: 157.3030090332, weight_update_time: 0.1859333366, other_time: 3.1439514160
epoch time: 20.6608867645s, input_fired_time: 0.2354200035, output_fired_time: 0.0000000000, propagate_forward_time: 19.8621807098, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5632858276
validation[          , genome  6969] predictions:    9761/  10000 (97.61%), best:    9806/10000 (98.06%), error:       798.39850, best error:       601.32147 on epoch:    69, epoch:   70/100, mu: 0.9764840603, learning_rate: 0.0003447958, weight_decay: 0.0000137918

epoch time: 263.6557922363s, input_fired_time: 2.3200397491, output_fired_time: 1.5775687695, propagate_forward_time: 100.0260696411, propagate_backward_time: 156.5681610107, weight_update_time: 0.1861031651, other_time: 3.1639556885
epoch time: 21.4370498657s, input_fired_time: 0.2469292581, output_fired_time: 0.0000000000, propagate_forward_time: 20.6025047302, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5876159668
validation[          , genome  6969] predictions:    9798/  10000 (97.98%), best:    9806/10000 (98.06%), error:       661.27002, best error:       601.32147 on epoch:    69, epoch:   71/100, mu: 0.9771598577, learning_rate: 0.0003275560, weight_decay: 0.0000131022

epoch time: 270.1747741699s, input_fired_time: 2.4120793343, output_fired_time: 1.6093627214, propagate_forward_time: 103.0035552979, propagate_backward_time: 159.8842163086, weight_update_time: 0.1860117167, other_time: 3.2655487061
epoch time: 21.6347675323s, input_fired_time: 0.2410926372, output_fired_time: 0.0000000000, propagate_forward_time: 20.7718334198, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6218414307
validation[          , genome  6969] predictions:    9789/  10000 (97.89%), best:    9806/10000 (98.06%), error:       676.28864, best error:       601.32147 on epoch:    69, epoch:   72/100, mu: 0.9778018594, learning_rate: 0.0003111782, weight_decay: 0.0000124471

epoch time: 271.5194091797s, input_fired_time: 2.4879744053, output_fired_time: 1.6804432869, propagate_forward_time: 104.8779754639, propagate_backward_time: 159.1688842773, weight_update_time: 0.2035508901, other_time: 3.3041229248
epoch time: 20.4886531830s, input_fired_time: 0.2219337374, output_fired_time: 0.0000000000, propagate_forward_time: 19.7033500671, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5633697510
validation[          , genome  6969] predictions:    9788/  10000 (97.88%), best:    9806/10000 (98.06%), error:       683.68201, best error:       601.32147 on epoch:    69, epoch:   73/100, mu: 0.9784117937, learning_rate: 0.0002956192, weight_decay: 0.0000118248

epoch time: 273.3620605469s, input_fired_time: 2.4697070122, output_fired_time: 1.6974263191, propagate_forward_time: 104.3551940918, propagate_backward_time: 161.5420989990, weight_update_time: 0.2000459582, other_time: 3.2976531982
epoch time: 21.4363346100s, input_fired_time: 0.2454515398, output_fired_time: 0.0000000000, propagate_forward_time: 20.6027622223, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5881214142
validation[          , genome  6969] predictions:    9801/  10000 (98.01%), best:    9806/10000 (98.06%), error:       642.76062, best error:       601.32147 on epoch:    69, epoch:   74/100, mu: 0.9789912105, learning_rate: 0.0002808383, weight_decay: 0.0000112335

epoch time: 263.6536254883s, input_fired_time: 2.3002767563, output_fired_time: 1.6298552752, propagate_forward_time: 100.8655471802, propagate_backward_time: 155.6980285645, weight_update_time: 0.1793185622, other_time: 3.1599426270
epoch time: 21.6270942688s, input_fired_time: 0.2429649234, output_fired_time: 0.0000000000, propagate_forward_time: 20.8215675354, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5625610352
validation[          , genome  6969] predictions:    9808/  10000 (98.08%), best:    9806/10000 (98.06%), error:       646.34625, best error:       601.32147 on epoch:    69, epoch:   75/100, mu: 0.9795416594, learning_rate: 0.0002667964, weight_decay: 0.0000106719

epoch time: 265.1625366211s, input_fired_time: 2.3697514534, output_fired_time: 1.6608374119, propagate_forward_time: 101.1838073730, propagate_backward_time: 156.8106689453, weight_update_time: 0.1913378388, other_time: 3.1374816895
epoch time: 21.1048107147s, input_fired_time: 0.2781147659, output_fired_time: 0.0000000000, propagate_forward_time: 20.2700977325, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5565986633
validation[          , genome  6969] predictions:    9818/  10000 (98.18%), best:    9806/10000 (98.06%), error:       611.68469, best error:       601.32147 on epoch:    69, epoch:   76/100, mu: 0.9800645709, learning_rate: 0.0002534565, weight_decay: 0.0000101383

epoch time: 271.1249389648s, input_fired_time: 2.4573144913, output_fired_time: 1.6078338623, propagate_forward_time: 103.5229721069, propagate_backward_time: 160.3720092773, weight_update_time: 0.2088823766, other_time: 3.1648254395
epoch time: 21.9837226868s, input_fired_time: 0.2633207142, output_fired_time: 0.0000000000, propagate_forward_time: 21.1082839966, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6121177673
validation[          , genome  6969] predictions:    9787/  10000 (97.87%), best:    9806/10000 (98.06%), error:       671.38849, best error:       601.32147 on epoch:    69, epoch:   77/100, mu: 0.9805613160, learning_rate: 0.0002407837, weight_decay: 0.0000096314

epoch time: 266.0387268066s, input_fired_time: 2.3977861404, output_fired_time: 1.6343166828, propagate_forward_time: 102.3622817993, propagate_backward_time: 156.4790954590, weight_update_time: 0.1951840818, other_time: 3.1652526855
epoch time: 20.9112968445s, input_fired_time: 0.2420184761, output_fired_time: 0.0000000000, propagate_forward_time: 20.1259231567, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5433559418
validation[          , genome  6969] predictions:    9806/  10000 (98.06%), best:    9806/10000 (98.06%), error:       609.45343, best error:       601.32147 on epoch:    69, epoch:   78/100, mu: 0.9810332656, learning_rate: 0.0002287445, weight_decay: 0.0000091498

epoch time: 268.2538757324s, input_fired_time: 2.3882942200, output_fired_time: 1.6071462631, propagate_forward_time: 102.9012680054, propagate_backward_time: 158.1149597168, weight_update_time: 0.2093834132, other_time: 3.2421875000
epoch time: 20.8918838501s, input_fired_time: 0.2544592023, output_fired_time: 0.0000000000, propagate_forward_time: 20.0913715363, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5460529327
validation[          , genome  6969] predictions:    9814/  10000 (98.14%), best:    9814/10000 (98.14%), error:       582.87152, best error:       582.87152 on epoch:    79, epoch:   79/100, mu: 0.9814816117, learning_rate: 0.0002173073, weight_decay: 0.0000086923

epoch time: 264.2810668945s, input_fired_time: 2.3447179794, output_fired_time: 1.5886411667, propagate_forward_time: 101.2626266479, propagate_backward_time: 155.9225158691, weight_update_time: 0.2077954710, other_time: 3.1625366211
epoch time: 20.6221542358s, input_fired_time: 0.2420713902, output_fired_time: 0.0000000000, propagate_forward_time: 19.8452663422, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5348167419
validation[          , genome  6969] predictions:    9807/  10000 (98.07%), best:    9814/10000 (98.14%), error:       634.58130, best error:       582.87152 on epoch:    79, epoch:   80/100, mu: 0.9819075465, learning_rate: 0.0002064419, weight_decay: 0.0000082577

epoch time: 263.2451171875s, input_fired_time: 2.3334419727, output_fired_time: 1.5267987251, propagate_forward_time: 100.6795654297, propagate_backward_time: 155.6367340088, weight_update_time: 0.1889771670, other_time: 3.0685882568
epoch time: 20.4449558258s, input_fired_time: 0.2489189357, output_fired_time: 0.0000000000, propagate_forward_time: 19.6617546082, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5342826843
validation[          , genome  6969] predictions:    9817/  10000 (98.17%), best:    9814/10000 (98.14%), error:       600.99811, best error:       582.87152 on epoch:    79, epoch:   81/100, mu: 0.9823121428, learning_rate: 0.0001961198, weight_decay: 0.0000078448

epoch time: 260.6053161621s, input_fired_time: 2.3524920940, output_fired_time: 1.5364111662, propagate_forward_time: 100.5492858887, propagate_backward_time: 153.1190795898, weight_update_time: 0.1839328855, other_time: 3.0480651855
epoch time: 20.8866634369s, input_fired_time: 0.2291824818, output_fired_time: 0.0000000000, propagate_forward_time: 20.1047172546, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5527629852
validation[          , genome  6969] predictions:    9794/  10000 (97.94%), best:    9814/10000 (98.14%), error:       634.80597, best error:       582.87152 on epoch:    79, epoch:   82/100, mu: 0.9826965332, learning_rate: 0.0001863138, weight_decay: 0.0000074526

epoch time: 257.6792297363s, input_fired_time: 2.2501075268, output_fired_time: 1.5990887880, propagate_forward_time: 99.6476593018, propagate_backward_time: 151.1912231445, weight_update_time: 0.1775654554, other_time: 2.9911499023
epoch time: 22.0226135254s, input_fired_time: 0.2435081601, output_fired_time: 0.0000000000, propagate_forward_time: 21.1809005737, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5982055664
validation[          , genome  6969] predictions:    9811/  10000 (98.11%), best:    9814/10000 (98.14%), error:       595.56128, best error:       582.87152 on epoch:    79, epoch:   83/100, mu: 0.9830617309, learning_rate: 0.0001769981, weight_decay: 0.0000070799

epoch time: 257.6205749512s, input_fired_time: 2.2395181656, output_fired_time: 1.5319213867, propagate_forward_time: 99.3518676758, propagate_backward_time: 151.5332946777, weight_update_time: 0.1963085979, other_time: 2.9639739990
epoch time: 21.3975219727s, input_fired_time: 0.2521419227, output_fired_time: 0.0000000000, propagate_forward_time: 20.6016407013, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5437393188
validation[          , genome  6969] predictions:    9798/  10000 (97.98%), best:    9814/10000 (98.14%), error:       665.27594, best error:       582.87152 on epoch:    79, epoch:   84/100, mu: 0.9834086299, learning_rate: 0.0001681482, weight_decay: 0.0000067259

epoch time: 259.7574768066s, input_fired_time: 2.2958447933, output_fired_time: 1.5260837078, propagate_forward_time: 99.6337432861, propagate_backward_time: 153.3069000244, weight_update_time: 0.1801808774, other_time: 2.9949188232
epoch time: 20.2386341095s, input_fired_time: 0.2330872267, output_fired_time: 0.0000000000, propagate_forward_time: 19.4755668640, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5299797058
validation[          , genome  6969] predictions:    9809/  10000 (98.09%), best:    9814/10000 (98.14%), error:       596.67847, best error:       582.87152 on epoch:    79, epoch:   85/100, mu: 0.9837381840, learning_rate: 0.0001597408, weight_decay: 0.0000063896

epoch time: 262.7180786133s, input_fired_time: 2.4112420082, output_fired_time: 1.5743860006, propagate_forward_time: 101.2443161011, propagate_backward_time: 154.4172210693, weight_update_time: 0.1988471001, other_time: 3.0709075928
epoch time: 21.2453022003s, input_fired_time: 0.2399331033, output_fired_time: 0.0000000000, propagate_forward_time: 20.4175357819, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5878334045
validation[          , genome  6969] predictions:    9791/  10000 (97.91%), best:    9814/10000 (98.14%), error:       648.98218, best error:       582.87152 on epoch:    79, epoch:   86/100, mu: 0.9840512872, learning_rate: 0.0001517538, weight_decay: 0.0000060702

epoch time: 260.2254333496s, input_fired_time: 2.3273649216, output_fired_time: 1.5444806814, propagate_forward_time: 99.6848907471, propagate_backward_time: 153.6565551758, weight_update_time: 0.1935147047, other_time: 3.0121307373
epoch time: 20.1247100830s, input_fired_time: 0.2506578267, output_fired_time: 0.0000000000, propagate_forward_time: 19.3679237366, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5061283112
validation[          , genome  6969] predictions:    9818/  10000 (98.18%), best:    9814/10000 (98.14%), error:       595.60046, best error:       582.87152 on epoch:    79, epoch:   87/100, mu: 0.9843487144, learning_rate: 0.0001441661, weight_decay: 0.0000057666

epoch time: 264.1438293457s, input_fired_time: 2.3591184616, output_fired_time: 1.5103712082, propagate_forward_time: 101.3920211792, propagate_backward_time: 155.8906402588, weight_update_time: 0.1782772839, other_time: 2.9916534424
epoch time: 20.7918167114s, input_fired_time: 0.2496022135, output_fired_time: 0.0000000000, propagate_forward_time: 19.9789600372, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5632553101
validation[          , genome  6969] predictions:    9811/  10000 (98.11%), best:    9814/10000 (98.14%), error:       631.12970, best error:       582.87152 on epoch:    79, epoch:   88/100, mu: 0.9846313000, learning_rate: 0.0001369578, weight_decay: 0.0000054783

epoch time: 256.4017944336s, input_fired_time: 2.3006305695, output_fired_time: 1.5566565990, propagate_forward_time: 98.8305435181, propagate_backward_time: 150.6914215088, weight_update_time: 0.1891624928, other_time: 3.0225372314
epoch time: 19.3213768005s, input_fired_time: 0.2270019352, output_fired_time: 0.0000000000, propagate_forward_time: 18.6058292389, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.4885463715
validation[          , genome  6969] predictions:    9830/  10000 (98.30%), best:    9814/10000 (98.14%), error:       583.39563, best error:       582.87152 on epoch:    79, epoch:   89/100, mu: 0.9848997593, learning_rate: 0.0001301099, weight_decay: 0.0000052044

epoch time: 258.8377990723s, input_fired_time: 2.2379298210, output_fired_time: 1.5302873850, propagate_forward_time: 99.6401977539, propagate_backward_time: 152.3726806641, weight_update_time: 0.1884324849, other_time: 3.0567169189
epoch time: 20.6764450073s, input_fired_time: 0.2385952175, output_fired_time: 0.0000000000, propagate_forward_time: 19.8918914795, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5459575653
validation[          , genome  6969] predictions:    9819/  10000 (98.19%), best:    9814/10000 (98.14%), error:       595.59985, best error:       582.87152 on epoch:    79, epoch:   90/100, mu: 0.9851547480, learning_rate: 0.0001236044, weight_decay: 0.0000049442

epoch time: 259.8747253418s, input_fired_time: 2.2962367535, output_fired_time: 1.5635389090, propagate_forward_time: 100.1568908691, propagate_backward_time: 152.7345123291, weight_update_time: 0.1784381866, other_time: 3.1235504150
epoch time: 21.0422573090s, input_fired_time: 0.2441098988, output_fired_time: 0.0000000000, propagate_forward_time: 20.2354526520, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5626945496
validation[          , genome  6969] predictions:    9811/  10000 (98.11%), best:    9814/10000 (98.14%), error:       588.09918, best error:       582.87152 on epoch:    79, epoch:   91/100, mu: 0.9853969812, learning_rate: 0.0001174242, weight_decay: 0.0000046970

epoch time: 254.6174011230s, input_fired_time: 2.3541107178, output_fired_time: 1.5116443634, propagate_forward_time: 98.1973724365, propagate_backward_time: 149.5600433350, weight_update_time: 0.1807329059, other_time: 2.9942321777
epoch time: 20.3031940460s, input_fired_time: 0.2390446514, output_fired_time: 0.0000000000, propagate_forward_time: 19.5251998901, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5389499664
validation[          , genome  6969] predictions:    9801/  10000 (98.01%), best:    9814/10000 (98.14%), error:       658.07965, best error:       582.87152 on epoch:    79, epoch:   92/100, mu: 0.9856271148, learning_rate: 0.0001115530, weight_decay: 0.0000044621

epoch time: 259.6535034180s, input_fired_time: 2.3516492844, output_fired_time: 1.4929522276, propagate_forward_time: 100.0322570801, propagate_backward_time: 152.7051086426, weight_update_time: 0.1801512390, other_time: 3.0715332031
epoch time: 21.7865390778s, input_fired_time: 0.2530644536, output_fired_time: 0.0000000000, propagate_forward_time: 20.9457416534, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5877323151
validation[          , genome  6969] predictions:    9801/  10000 (98.01%), best:    9814/10000 (98.14%), error:       661.55774, best error:       582.87152 on epoch:    79, epoch:   93/100, mu: 0.9858457446, learning_rate: 0.0001059753, weight_decay: 0.0000042390

epoch time: 257.3923950195s, input_fired_time: 2.2883796692, output_fired_time: 1.4619939327, propagate_forward_time: 98.3888931274, propagate_backward_time: 152.2978668213, weight_update_time: 0.1733187884, other_time: 2.9552764893
epoch time: 21.8763046265s, input_fired_time: 0.2497854084, output_fired_time: 0.0000000000, propagate_forward_time: 21.0574951172, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5690250397
validation[          , genome  6969] predictions:    9827/  10000 (98.27%), best:    9814/10000 (98.14%), error:       607.79327, best error:       582.87152 on epoch:    79, epoch:   94/100, mu: 0.9860534668, learning_rate: 0.0001006766, weight_decay: 0.0000040271

epoch time: 260.8037719727s, input_fired_time: 2.3484537601, output_fired_time: 1.5290372372, propagate_forward_time: 100.5289001465, propagate_backward_time: 153.3287048340, weight_update_time: 0.1817627251, other_time: 3.0686950684
epoch time: 19.9270668030s, input_fired_time: 0.2888011336, output_fired_time: 0.0000000000, propagate_forward_time: 19.0803966522, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5578689575
validation[          , genome  6969] predictions:    9803/  10000 (98.03%), best:    9814/10000 (98.14%), error:       678.73865, best error:       582.87152 on epoch:    79, epoch:   95/100, mu: 0.9862508178, learning_rate: 0.0000956427, weight_decay: 0.0000038257

epoch time: 262.5726928711s, input_fired_time: 2.4073104858, output_fired_time: 1.5439732075, propagate_forward_time: 100.6390075684, propagate_backward_time: 154.8635406494, weight_update_time: 0.2138618976, other_time: 3.1188507080
epoch time: 23.0294246674s, input_fired_time: 0.2716132104, output_fired_time: 0.0000000000, propagate_forward_time: 22.1185398102, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6392707825
validation[          , genome  6969] predictions:    9810/  10000 (98.10%), best:    9814/10000 (98.14%), error:       633.85144, best error:       582.87152 on epoch:    79, epoch:   96/100, mu: 0.9864382744, learning_rate: 0.0000908606, weight_decay: 0.0000036344

epoch time: 265.2327575684s, input_fired_time: 2.4070112705, output_fired_time: 1.5436753035, propagate_forward_time: 101.6135101318, propagate_backward_time: 156.5135955811, weight_update_time: 0.1938263774, other_time: 3.1549682617
epoch time: 21.7121391296s, input_fired_time: 0.2552094758, output_fired_time: 0.0000000000, propagate_forward_time: 20.8792800903, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5776500702
validation[          , genome  6969] predictions:    9804/  10000 (98.04%), best:    9814/10000 (98.14%), error:       642.00604, best error:       582.87152 on epoch:    79, epoch:   97/100, mu: 0.9866163731, learning_rate: 0.0000863176, weight_decay: 0.0000034527

epoch time: 265.3266906738s, input_fired_time: 2.3566634655, output_fired_time: 1.5772981644, propagate_forward_time: 101.0957870483, propagate_backward_time: 157.1199951172, weight_update_time: 0.1947988123, other_time: 3.1769409180
epoch time: 21.5889644623s, input_fired_time: 0.2423781604, output_fired_time: 0.0000000000, propagate_forward_time: 20.7335586548, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6130275726
validation[          , genome  6969] predictions:    9806/  10000 (98.06%), best:    9814/10000 (98.14%), error:       630.53491, best error:       582.87152 on epoch:    79, epoch:   98/100, mu: 0.9867855310, learning_rate: 0.0000820017, weight_decay: 0.0000032801

epoch time: 271.4150085449s, input_fired_time: 2.3836863041, output_fired_time: 1.6439912319, propagate_forward_time: 104.5916824341, propagate_backward_time: 159.4980010986, weight_update_time: 0.1952139884, other_time: 3.2976531982
epoch time: 21.4952239990s, input_fired_time: 0.2430839837, output_fired_time: 0.0000000000, propagate_forward_time: 20.6651973724, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5869426727
validation[          , genome  6969] predictions:    9806/  10000 (98.06%), best:    9814/10000 (98.14%), error:       678.94061, best error:       582.87152 on epoch:    79, epoch:   99/100, mu: 0.9869462252, learning_rate: 0.0000779016, weight_decay: 0.0000031161

epoch time: 267.0635986328s, input_fired_time: 2.3307812214, output_fired_time: 1.6028921604, propagate_forward_time: 103.1695251465, propagate_backward_time: 156.7912445068, weight_update_time: 0.1905731559, other_time: 3.1691436768
epoch time: 22.5766544342s, input_fired_time: 0.2889516056, output_fired_time: 0.0000000000, propagate_forward_time: 21.6777553558, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.6099472046
validation[          , genome  6969] predictions:    9798/  10000 (97.98%), best:    9814/10000 (98.14%), error:       664.84363, best error:       582.87152 on epoch:    79, epoch:  100/100, mu: 0.9870989323, learning_rate: 0.0000740065, weight_decay: 0.0000029603

evaluating best weights on full training data.
evaluting training set with running mean/variance:
epoch time: 105.6261444092s, input_fired_time: 1.2039179802, output_fired_time: 0.0000000000, propagate_forward_time: 101.5917587280, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 2.8304672241
best training[          , genome  6969] predictions:   49896/  50000 (99.79%), best:    9814/10000 (98.14%), error:       649.47070, best error:       582.87152 on epoch:    79, epoch:  101/100, mu: 0.9872440100, learning_rate: 0.0000703062, weight_decay: 0.0000028122
evaluating best weights on test data.
evaluting test set with running mean/variance:
epoch time: 21.1954174042s, input_fired_time: 0.2562436461, output_fired_time: 0.0000000000, propagate_forward_time: 20.3986148834, propagate_backward_time: 0.0000000000, weight_update_time: 0.0000000000, other_time: 0.5405597687
   testing[          , genome  6969] predictions:    9839/  10000 (98.39%), best:    9814/10000 (98.14%), error:       510.16019, best error:       582.87152 on epoch:    79, epoch:  101/100, mu: 0.9872440100, learning_rate: 0.0000703062, weight_decay: 0.0000028122
backpropagation finished successfully!
22:18:13 (2617): called boinc_finish(0)

</stderr_txt>
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